{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Visualize Image Filter"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import cv2\n",
    "import numpy as np\n",
    "import scipy.misc\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.cm as cm\n",
    "\n",
    "from keras.models import Sequential\n",
    "from keras.layers.convolutional import Convolution2D"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Import the Image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Feel free to try out your own images\n",
    "img_path = 'images/building.png'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# load color image \n",
    "bgr_img = cv2.imread(img_path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "### convert to grayscale\n",
    "gray_img = cv2.cvtColor(bgr_img, cv2.COLOR_BGR2GRAY)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.6/site-packages/ipykernel_launcher.py:2: DeprecationWarning: `imresize` is deprecated!\n",
      "`imresize` is deprecated in SciPy 1.0.0, and will be removed in 1.3.0.\n",
      "Use Pillow instead: ``numpy.array(Image.fromarray(arr).resize())``.\n",
      "  \n"
     ]
    }
   ],
   "source": [
    "# resize to smaller\n",
    "small_img = scipy.misc.imresize(gray_img, 0.3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# rescale entries to lie in [0,1]\n",
    "small_img = small_img.astype(\"float32\")/255"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot image\n",
    "plt.imshow(small_img, cmap='gray')\n",
    "plt.axis('off');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Specify the Filters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Feel free to modify the numbers here, to try out another filter!\n",
    "filter_vals = np.array([[-1, -1, 1, 1], \n",
    "                        [-1, -1, 1, 1], \n",
    "                        [-1, -1, 1, 1], \n",
    "                        [-1, -1, 1, 1]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# define four filters\n",
    "filter_1 = filter_vals\n",
    "filter_2 = -filter_1\n",
    "filter_3 = filter_1.T\n",
    "filter_4 = -filter_3\n",
    "filters = [filter_1, filter_2, filter_3, filter_4]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-06-02T19:40:32.778016Z",
     "start_time": "2017-06-02T19:40:32.270103Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# visualize all filters\n",
    "fig, axes = plt.subplots(ncols=4, figsize=(10, 5))\n",
    "for i, ax in enumerate(axes):\n",
    "    ax.imshow(filters[i], cmap='gray')\n",
    "    ax.axis('off')\n",
    "    ax.set_title(f'Filter {i}')\n",
    "    width, height = filters[i].shape\n",
    "    for x in range(width):\n",
    "        for y in range(height):\n",
    "            ax.annotate(str(filters[i][x][y]), xy=(y,x),\n",
    "                        horizontalalignment='center',\n",
    "                        verticalalignment='center',\n",
    "                        color='white' if filters[i][x][y]<0 else 'black')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualize the Activation Maps for Each Filter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-0.5, 1531.5, 1020.5, -0.5)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(small_img, cmap='gray')\n",
    "plt.axis('off')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Define single-layer CNN"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:From /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.6/site-packages/tensorflow/python/framework/op_def_library.py:263: colocate_with (from tensorflow.python.framework.ops) is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "Colocations handled automatically by placer.\n"
     ]
    }
   ],
   "source": [
    "cnn = Sequential([\n",
    "    Convolution2D(1, (4, 4), \n",
    "                  activation='relu', \n",
    "                  input_shape=(small_img.shape[0], small_img.shape[1], 1))\n",
    "])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "conv2d_1 (Conv2D)            (None, 1018, 1529, 1)     17        \n",
      "=================================================================\n",
      "Total params: 17\n",
      "Trainable params: 17\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "cnn.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Apply convolutional filter and return output"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "def apply_filter(img, index, filter_list, ax):\n",
    "    # set the weights of the filter in the convolutional layer to filter_list[i]\n",
    "    cnn.layers[0].set_weights([np.reshape(filter_list[i], (4,4,1,1)), np.array([0])])\n",
    "    # plot the corresponding activation map\n",
    "    ax.imshow(np.squeeze(cnn.predict(np.reshape(img, (1, img.shape[0], img.shape[1], 1)))), cmap='gray')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# visualize all filters\n",
    "fig, axes = plt.subplots(ncols=4, figsize=(15, 5))\n",
    "for i, ax in enumerate(axes):\n",
    "    ax.imshow(filters[i], cmap='gray')\n",
    "    ax.axis('off')\n",
    "    ax.set_title(f'Filter {i}')\n",
    "fig.tight_layout()\n",
    "fig.savefig('images/filters', dpi=300)\n",
    "\n",
    "# visualize all activation maps\n",
    "fig, axes = plt.subplots(ncols=4, figsize=(20, 20))\n",
    "for i, ax in enumerate(axes):\n",
    "    apply_filter(small_img, i, filters, ax)\n",
    "    ax.axis('off')\n",
    "    ax.set_title(f'Activation Map for Filter {i}')\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": true,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": true
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
